Jan Kaiser

PhD Student Group MSK (Maschine Beam Control) E-mail: jan.kaiser@desy.de

Scientific fields

• Accelerator

Projects

• Autonomous Accelerator
• hir3x
• Intelligent Process Controls

Latest Publications

1. Bridging the gap between machine learning and particle accelerator physics with high-speed, differentiable simulations: Jan Kaiser et al., Phys. Rev. Accel. Beams, doi: 10.1103/PhysRevAccelBeams.27.054601
2. Large Language Models for Human-Machine Collaborative Particle Accelerator Tuning through Natural Language: Jan Kaiser et al., arXiv, doi: 10.48550/arXiv.2405.08888
3. Learning to Do or Learning While Doing: Reinforcement Learning and Bayesian Optimisation for Online Continuous Tuning: Jan Kaiser et al., arXiv, doi: 10.48550/arXiv.2306.03739
4. Machine learning for combined scalar and spectral longitudinal phase space reconstruction: Jan Kaiser et al., JACoW Publishing, doi: 10.18429/JACoW-IPAC2023-THPL019
5. Application of Machine Learning in Longitudinal Phase Space Prediction at the European XFEL: Zihan Zhu et al., Proceedings of the 40th International Free Electron Laser Conference (FEL2022), doi: https://indico.jacow.org/event/44/contributions/545/